{"id":"W3022027696","doi":"10.1016/j.ijrobp.2006.07.112","title":"82","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Contouring; Segmentation; Radiation treatment planning; Lymph node; Anatomy; Radiation therapy; Radiology; Nuclear medicine; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005511693,0.0004801565,0.0002028409,0.001354651,0.001236891,0.002554204,0.0007744503,0.001022318,0.4371243],"category_scores_gemma":[0.001948812,0.0002034293,0.0002742847,0.0008799428,0.0005805754,0.001200101,0.001494753,0.0008998339,0.3036504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277845,"about_ca_system_score_gemma":0.001508343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005201054,"about_ca_topic_score_gemma":0.004474835,"domain_scores_codex":[0.9994748,0.00006793138,0.00002278235,0.0000942793,0.0002750885,0.0000651496],"domain_scores_gemma":[0.9992868,0.00007710424,0.00002645476,0.0001276166,0.0003937994,0.00008823771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004795377,0.00009049278,0.001026381,0.0001296086,0.000008644912,0.0002136685,0.0003968685,0.0002420261,0.003079988,0.1025354,0.6407556,0.2514735],"study_design_scores_gemma":[0.000003771783,0.000009397064,0.001043464,0.00006372289,0.000003866372,0.0001658032,0.0001629277,0.00008935324,0.0006511128,0.004202766,0.9935987,0.000005017602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001195499,0.0005591154,0.001428849,0.001761746,0.0007305723,0.00004557307,0.0003208731,0.0001894121,0.9937685],"genre_scores_gemma":[0.009352196,0.0008832899,0.001200717,0.001041319,0.0001614033,0.0000392975,0.0005646024,0.0001125909,0.9866446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5628757,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224720160737487,"score_gpt":0.3471988600940132,"score_spread":0.3249516584866384,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}